{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare models with various loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../csvs/t5-c2x2-1.0366e-01.csv\t../csvs/t5-c2x2-6.0737e-02.csv\r\n",
      "../csvs/t5-c2x2-3.0742e-02.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls ../csvs/t5*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat({\n",
    "    'loss=1.4547e-2':   pd.read_csv(\"../csvs/t4-c2x2-mcts-c=100-steps=100k.csv\"),\n",
    "    'loss=3.0742e-2':   pd.read_csv(\"../csvs/t5-c2x2-3.0742e-02.csv\"),\n",
    "    'loss=6.0737e-2':   pd.read_csv(\"../csvs/t5-c2x2-6.0737e-02.csv\"),\n",
    "    'loss=1.0366e-1':   pd.read_csv(\"../csvs/t5-c2x2-1.0366e-01.csv\"),\n",
    "})\n",
    "df.index.set_names(['loss', 'idx'], inplace=True)\n",
    "df.reset_index(level=0, inplace=True)\n",
    "df['speed'] = df.solve_steps/df.duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'is_solved', data=df, hue='loss');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'solve_steps', data=df, hue='loss');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['loss', 'start_dt', 'stop_dt', 'duration', 'depth', 'scramble',\n",
       "       'is_solved', 'solve_steps', 'sol_len_naive', 'sol_len_bfs',\n",
       "       'tree_depth_max', 'tree_depth_mean', 'speed'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'sol_len_naive', data=df[df.is_solved==1], hue='loss');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'sol_len_bfs', data=df[df.is_solved==1], hue='loss');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
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